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Paper Citation Record · LEDGER

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study

As of 20 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2507.17690.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.17690 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:23:18.823351Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

  • verified exact1
  • verified fuzzy14
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39d8687b-c9f4-447c-b681-3020f4708777 · outbound

This paper cites What makes a good commit message?.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study What makes a good commit message?

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.079495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.750842Z digest=sha256:08a4aa08f1b3d826bd07a6a88e5bf478bc253cf33e741744c0a2cd6dbf782cfa

Observation 9dea870a-29d1-4870-91d9-48609a3759e8 · outbound

This paper cites Automatic commit message generation: A critical review and directions for future work,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Automatic commit message generation: A critical review and directions for future work,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:18.756114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:18.756114Z digest=sha256:85d220eadf77954382e30c837a40fc8effe02e461f514275f02cf8b185bcddf0

Observation 631f77c6-4846-40c9-b86f-90267dbc1505 · outbound

This paper cites Using large language models for commit message generation: A preliminary study,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Using large language models for commit message generation: A preliminary study,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.058347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.760441Z digest=sha256:0312a24b48373edd678a84e096091e7086333ff3884e43e9f4913fcbff80b395

Observation 753e669a-a70f-4160-b75f-7cfb2d3586f7 · outbound

This paper cites Replication package of the paper: Contextual code retrieval for commit message generation: A preliminary study,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Replication package of the paper: Contextual code retrieval for commit message generation: A preliminary study,

Reference 4

Resolution
verified exact
doi, observed 2026-08-15T18:23:18.858417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.764901Z digest=sha256:0f4575bdc2b24d2a1e9591ddef62b317e6c9c1838be073c3bfbd625147f1922b

Observation e0326b77-e88d-4d08-9db6-d8f8f48b40bd · outbound

This paper cites Automatically documenting program changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Automatically documenting program changes,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.045219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.769271Z digest=sha256:86a9b855f2238abff3c1d8b824908790fa54036e26b8b74c3f28d644b0bbed69

Observation ae7ec3cf-2710-4b4f-8104-63867c8a4ed7 · outbound

This paper cites Changescribe: A tool for automatically generating commit messages,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Changescribe: A tool for automatically generating commit messages,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.032366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.773834Z digest=sha256:b5a20348df24e1a9b4d8a6a33bdf38c059d7c1031887ecde033a6ec3563360b2

Observation 0d5d34d1-0ce0-4141-bae4-3823b53ce835 · outbound

This paper cites On automatic summarization of what and why information in source code changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study On automatic summarization of what and why information in source code changes,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.017924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.779295Z digest=sha256:dec53d940bc1f72ea3ab5170fe4235995716b3578efdb1d0c2f015c4c0de4219

Observation 2ea48030-c4d5-4a69-b0b3-e2b5292d684b · outbound

This paper cites Neural machine-translation-based commit message generation: how far are we?.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Neural machine-translation-based commit message generation: how far are we?

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:19.004529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.783346Z digest=sha256:01f769f47249c72727a2733701e662f40e205f014f173c252654311e4967bd6d

Observation 00c3e962-499a-450d-9103-75d628641f50 · outbound

This paper cites Automatically generating commit messages from diffs using neural machine translation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Automatically generating commit messages from diffs using neural machine translation,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.990929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.787166Z digest=sha256:b80a39a169a9e19207cca7fe401c66e7172491cad046d94c8148a1122f38ad24

Observation 4ad048dd-c6fa-498a-8f61-b5709a76da79 · outbound

This paper cites RAG-Enhanced Commit Message Generation.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study RAG-Enhanced Commit Message Generation

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:18.791156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:18.791156Z digest=sha256:5ff76a9fbd317b7a046429d12c3a93a5d63e1964eb0f5700db72ec04814455b6

Observation 72cf8154-0245-4df6-9908-dfabc2d79159 · outbound

This paper cites Commit message generation for source code changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Commit message generation for source code changes,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.975377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.795466Z digest=sha256:2778467e7e3169c5f1f0cea716e56def9a92849bce143c0a30582dd5ea30dfd6

Observation 71084001-a94a-4bac-a473-2cd7932c3ccc · outbound

This paper cites Context-aware retrieval-based deep commit message generation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Context-aware retrieval-based deep commit message generation,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.962280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.799523Z digest=sha256:60a60f4e357ff2751bd88928cf42503e408ea2a0f7c035b4ad8958567d2bee18

Observation 2341be30-97cd-4ea9-b704-4324b8a0b89a · outbound

This paper cites Fira: fine-grained graph-based code change representation for automated commit message generation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Fira: fine-grained graph-based code change representation for automated commit message generation,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.949081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.803497Z digest=sha256:6e5ec89fba15ce1796e3e8090619d16a80d438954d827944d1a80e5c90f951f8

Observation 370ee96f-aa6b-4f65-817d-be4a151a41c7 · outbound

This paper cites Cc2vec: Distributed representations of code changes,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Cc2vec: Distributed representations of code changes,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.935672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.807660Z digest=sha256:bec028f2562b9d9b584171c409bc150620574947006c28e7e525df5181716ce4

Observation 0efa1520-826e-4007-aaa6-e212a86b7d16 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Bleu: a method for automatic evaluation of machine translation,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.922369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.811559Z digest=sha256:07d4fbd022b9585728a6ea00eeef75e5d3005789839271a4b3224adc5f94cd14

Observation 4159f917-6128-4db0-af87-42f50c72344a · outbound

This paper cites Rouge: A package for automatic evaluation of summaries,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Rouge: A package for automatic evaluation of summaries,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T18:23:18.815440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:23:18.815440Z digest=sha256:a0b84e0466cc45020e124417d264d06faf50b9a3787c602352500bbb3685c107

Observation 1a8afa84-64a8-4181-b1db-1f9aa1a5517f · outbound

This paper cites Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.900737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.819325Z digest=sha256:51ff735d6000f5f6b3dbe76cda4987bbf417d4b1dd9c6a72b97a78006830e322

Observation a59102fc-4b90-4a8f-8cca-c4aa299cde48 · outbound

This paper cites Cider: Consensus- based image description evaluation,.

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study Cider: Consensus- based image description evaluation,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:23:18.886852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T18:23:18.823351Z digest=sha256:5188843bf16047a019d86ac1dce39ba74b28d0003c0b210d9c29d7a43ac3b65b

Pith citing papers

No inbound Pith citation observations are available.